Profiling Report

Dataset statistics

Number of variables	21
Number of observations	35064
Missing cells	292
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.6 MiB
Average record size in memory	168.0 B

Variable types

DateTime	1
Numeric	20

Alerts

`forecast solar day ahead` is highly overall correlated with `generation solar`	High correlation
`forecast wind onshore day ahead` is highly overall correlated with `generation wind onshore`	High correlation
`generation biomass` is highly overall correlated with `generation other` and 1 other fields	High correlation
`generation fossil brown coal/lignite` is highly overall correlated with `generation fossil gas` and 1 other fields	High correlation
`generation fossil gas` is highly overall correlated with `generation fossil brown coal/lignite` and 4 other fields	High correlation
`generation fossil hard coal` is highly overall correlated with `generation fossil brown coal/lignite` and 1 other fields	High correlation
`generation fossil oil` is highly overall correlated with `total load actual`	High correlation
`generation hydro pumped storage consumption` is highly overall correlated with `generation fossil gas` and 1 other fields	High correlation
`generation hydro run-of-river and poundage` is highly overall correlated with `generation hydro water reservoir`	High correlation
`generation hydro water reservoir` is highly overall correlated with `generation hydro run-of-river and poundage` and 1 other fields	High correlation
`generation other` is highly overall correlated with `generation biomass`	High correlation
`generation other renewable` is highly overall correlated with `generation biomass` and 1 other fields	High correlation
`generation solar` is highly overall correlated with `forecast solar day ahead`	High correlation
`generation waste` is highly overall correlated with `generation other renewable`	High correlation
`generation wind onshore` is highly overall correlated with `forecast wind onshore day ahead`	High correlation
`hour` is highly overall correlated with `time`	High correlation
`price actual` is highly overall correlated with `generation fossil gas`	High correlation
`time` is highly overall correlated with `hour`	High correlation
`total load actual` is highly overall correlated with `generation fossil gas` and 3 other fields	High correlation
`time` has 1461 (4.2%) zeros	Zeros
`generation fossil brown coal/lignite` has 10517 (30.0%) zeros	Zeros
`generation hydro pumped storage consumption` has 12607 (36.0%) zeros	Zeros
`forecast solar day ahead` has 539 (1.5%) zeros	Zeros
`hour` has 1461 (4.2%) zeros	Zeros

Reproduction

Analysis started	2024-09-11 14:12:27.102772
Analysis finished	2024-09-11 14:13:10.561624
Duration	43.46 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

date
Date

Distinct	1462
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	274.1 KiB

Minimum	2014-12-31 00:00:00
Maximum	2018-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

time
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.5

Minimum	0
Maximum	23
Zeros	1461
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.9222853
Coefficient of variation (CV)	0.60193785
Kurtosis	-1.2041745
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	403236
Variance	47.918033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23	1461	4.2%
0	1461	4.2%
21	1461	4.2%
20	1461	4.2%
19	1461	4.2%
18	1461	4.2%
17	1461	4.2%
16	1461	4.2%
15	1461	4.2%
14	1461	4.2%
Other values (14)	20454	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1461	4.2%
1	1461	4.2%
2	1461	4.2%
3	1461	4.2%
4	1461	4.2%
5	1461	4.2%
6	1461	4.2%
7	1461	4.2%
8	1461	4.2%
9	1461	4.2%

Value	Count	Frequency (%)
23	1461	4.2%
22	1461	4.2%
21	1461	4.2%
20	1461	4.2%
19	1461	4.2%
18	1461	4.2%
17	1461	4.2%
16	1461	4.2%
15	1461	4.2%
14	1461	4.2%

generation biomass
Real number (ℝ)

HIGH CORRELATION

Distinct	423
Distinct (%)	1.2%
Missing	19
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	383.51354

Minimum	0
Maximum	592
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	248
Q1	333
median	367
Q3	433
95-th percentile	543
Maximum	592
Range	592
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	85.353943
Coefficient of variation (CV)	0.22255783
Kurtosis	-0.28342726
Mean	383.51354
Median Absolute Deviation (MAD)	39
Skewness	0.42101261
Sum	13440232
Variance	7285.2956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
361	321	0.9%
362	318	0.9%
351	310	0.9%
358	305	0.9%
359	305	0.9%
357	300	0.9%
352	296	0.8%
367	296	0.8%
381	295	0.8%
356	294	0.8%
Other values (413)	32005	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
101	1	< 0.1%
167	1	< 0.1%
168	1	< 0.1%
173	2	< 0.1%
174	1	< 0.1%
175	1	< 0.1%
176	4	< 0.1%
177	1	< 0.1%
178	4	< 0.1%

Value	Count	Frequency (%)
592	2	< 0.1%
591	2	< 0.1%
590	3	< 0.1%
589	1	< 0.1%
588	2	< 0.1%
587	3	< 0.1%
586	11	< 0.1%
585	6	< 0.1%
584	11	< 0.1%
583	10	< 0.1%

generation fossil brown coal/lignite
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	956
Distinct (%)	2.7%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	448.05921

Minimum	0
Maximum	999
Zeros	10517
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	509
Q3	757
95-th percentile	958
Maximum	999
Range	999
Interquartile range (IQR)	757

Descriptive statistics

Standard deviation	354.56859
Coefficient of variation (CV)	0.79134316
Kurtosis	-1.4560854
Mean	448.05921
Median Absolute Deviation (MAD)	355
Skewness	-0.046830974
Sum	15702683
Variance	125718.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10517	30.0%
663	165	0.5%
664	124	0.4%
595	108	0.3%
657	103	0.3%
892	93	0.3%
895	91	0.3%
894	89	0.3%
590	88	0.3%
893	88	0.3%
Other values (946)	23580	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10517	30.0%
1	14	< 0.1%
2	14	< 0.1%
3	7	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	3	< 0.1%
7	5	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
999	2	< 0.1%
997	2	< 0.1%
996	3	< 0.1%
995	7	< 0.1%
994	2	< 0.1%
993	6	< 0.1%
992	7	< 0.1%
991	10	< 0.1%
990	17	< 0.1%
989	15	< 0.1%

generation fossil gas
Real number (ℝ)

HIGH CORRELATION

Distinct	8297
Distinct (%)	23.7%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5622.7375

Minimum	0
Maximum	20034
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3348
Q1	4126
median	4969
Q3	6429
95-th percentile	10259.75
Maximum	20034
Range	20034
Interquartile range (IQR)	2303

Descriptive statistics

Standard deviation	2201.8305
Coefficient of variation (CV)	0.39159404
Kurtosis	3.1854332
Mean	5622.7375
Median Absolute Deviation (MAD)	1007
Skewness	1.615447
Sum	1.9705446 × 10⁸
Variance	4848057.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3993	24	0.1%
4180	24	0.1%
4227	21	0.1%
3856	21	0.1%
4124	20	0.1%
3881	20	0.1%
3969	20	0.1%
4302	20	0.1%
4493	20	0.1%
4140	20	0.1%
Other values (8287)	34836	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1518	1	< 0.1%
1521	1	< 0.1%
1533	1	< 0.1%
1563	1	< 0.1%
1602	1	< 0.1%
1607	1	< 0.1%
1609	1	< 0.1%
1612	1	< 0.1%
1618	1	< 0.1%

Value	Count	Frequency (%)
20034	1	< 0.1%
20023	1	< 0.1%
20019	1	< 0.1%
19821	1	< 0.1%
19458	1	< 0.1%
18981	1	< 0.1%
18872	1	< 0.1%
18847	1	< 0.1%
18613	2	< 0.1%
18488	1	< 0.1%

generation fossil hard coal
Real number (ℝ)

HIGH CORRELATION

Distinct	7266
Distinct (%)	20.7%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4256.0657

Minimum	0
Maximum	8359
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1153
Q1	2527
median	4474
Q3	5838.75
95-th percentile	7268
Maximum	8359
Range	8359
Interquartile range (IQR)	3311.75

Descriptive statistics

Standard deviation	1961.601
Coefficient of variation (CV)	0.46089537
Kurtosis	-1.1239628
Mean	4256.0657
Median Absolute Deviation (MAD)	1607
Skewness	-0.073691491
Sum	1.4915808 × 10⁸
Variance	3847878.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5266	16	< 0.1%
6176	15	< 0.1%
4747	15	< 0.1%
5324	15	< 0.1%
4756	15	< 0.1%
5333	15	< 0.1%
4974	14	< 0.1%
5446	14	< 0.1%
4909	14	< 0.1%
5236	14	< 0.1%
Other values (7256)	34899	99.5%
(Missing)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
576	1	< 0.1%
593	1	< 0.1%
594	1	< 0.1%
596	2	< 0.1%
598	1	< 0.1%
601	1	< 0.1%
606	1	< 0.1%
609	1	< 0.1%
610	2	< 0.1%

Value	Count	Frequency (%)
8359	1	< 0.1%
8315	1	< 0.1%
8313	1	< 0.1%
8303	1	< 0.1%
8302	1	< 0.1%
8299	1	< 0.1%
8293	1	< 0.1%
8278	1	< 0.1%
8274	1	< 0.1%
8270	1	< 0.1%

generation fossil oil
Real number (ℝ)

HIGH CORRELATION

Distinct	321
Distinct (%)	0.9%
Missing	19
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	298.31979

Minimum	0
Maximum	449
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	213
Q1	263
median	300
Q3	330
95-th percentile	396
Maximum	449
Range	449
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	52.520673
Coefficient of variation (CV)	0.17605494
Kurtosis	0.06691465
Mean	298.31979
Median Absolute Deviation (MAD)	33
Skewness	0.064468802
Sum	10454617
Variance	2758.421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
303	335	1.0%
309	328	0.9%
304	326	0.9%
300	323	0.9%
308	320	0.9%
315	319	0.9%
299	319	0.9%
317	316	0.9%
302	313	0.9%
297	312	0.9%
Other values (311)	31834	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
44	1	< 0.1%
87	1	< 0.1%
106	3	< 0.1%
107	2	< 0.1%
112	1	< 0.1%
117	2	< 0.1%
118	1	< 0.1%
122	1	< 0.1%
129	1	< 0.1%

Value	Count	Frequency (%)
449	1	< 0.1%
445	4	< 0.1%
444	1	< 0.1%
442	6	< 0.1%
441	8	< 0.1%
440	5	< 0.1%
439	4	< 0.1%
438	9	< 0.1%
437	9	< 0.1%
436	8	< 0.1%

generation hydro pumped storage consumption
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3311
Distinct (%)	9.4%
Missing	19
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	475.57734

Minimum	0
Maximum	4523
Zeros	12607
Zeros (%)	36.0%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	68
Q3	616
95-th percentile	2383
Maximum	4523
Range	4523
Interquartile range (IQR)	616

Descriptive statistics

Standard deviation	792.40661
Coefficient of variation (CV)	1.6661993
Kurtosis	4.197127
Mean	475.57734
Median Absolute Deviation (MAD)	68
Skewness	2.1305883
Sum	16666608
Variance	627908.24
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12607	36.0%
1	1641	4.7%
2	300	0.9%
3	184	0.5%
54	130	0.4%
4	130	0.4%
5	128	0.4%
55	101	0.3%
6	100	0.3%
38	83	0.2%
Other values (3301)	19641	56.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12607	36.0%
1	1641	4.7%
2	300	0.9%
3	184	0.5%
4	130	0.4%
5	128	0.4%
6	100	0.3%
7	74	0.2%
8	63	0.2%
9	59	0.2%

Value	Count	Frequency (%)
4523	1	< 0.1%
4516	1	< 0.1%
4504	1	< 0.1%
4498	1	< 0.1%
4469	1	< 0.1%
4444	1	< 0.1%
4438	1	< 0.1%
4421	1	< 0.1%
4360	1	< 0.1%
4358	1	< 0.1%

generation hydro run-of-river and poundage
Real number (ℝ)

HIGH CORRELATION

Distinct	1684
Distinct (%)	4.8%
Missing	19
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	972.11611

Minimum	0
Maximum	2000
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	437
Q1	637
median	906
Q3	1250
95-th percentile	1731
Maximum	2000
Range	2000
Interquartile range (IQR)	613

Descriptive statistics

Standard deviation	400.77754
Coefficient of variation (CV)	0.41227332
Kurtosis	-0.72028878
Mean	972.11611
Median Absolute Deviation (MAD)	297
Skewness	0.5009275
Sum	34067809
Variance	160622.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	59	0.2%
632	58	0.2%
615	56	0.2%
552	56	0.2%
553	56	0.2%
560	55	0.2%
631	53	0.2%
605	53	0.2%
690	53	0.2%
595	53	0.2%
Other values (1674)	34493	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
283	1	< 0.1%
285	1	< 0.1%
287	1	< 0.1%
289	1	< 0.1%
291	2	< 0.1%
292	2	< 0.1%
293	4	< 0.1%
295	1	< 0.1%
297	1	< 0.1%

Value	Count	Frequency (%)
2000	1	< 0.1%
1995	1	< 0.1%
1991	1	< 0.1%
1989	1	< 0.1%
1984	1	< 0.1%
1981	2	< 0.1%
1980	1	< 0.1%
1978	1	< 0.1%
1977	1	< 0.1%
1976	1	< 0.1%

generation hydro water reservoir
Real number (ℝ)

HIGH CORRELATION

Distinct	7029
Distinct (%)	20.1%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2605.1147

Minimum	0
Maximum	9728
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	471
Q1	1077.25
median	2164
Q3	3757
95-th percentile	6234.75
Maximum	9728
Range	9728
Interquartile range (IQR)	2679.75

Descriptive statistics

Standard deviation	1835.1997
Coefficient of variation (CV)	0.70446024
Kurtosis	0.17442455
Mean	2605.1147
Median Absolute Deviation (MAD)	1246
Skewness	0.89703637
Sum	91298851
Variance	3367958.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
801	26	0.1%
621	22	0.1%
1311	21	0.1%
551	21	0.1%
559	21	0.1%
1099	21	0.1%
876	20	0.1%
752	20	0.1%
724	20	0.1%
781	20	0.1%
Other values (7019)	34834	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
134	1	< 0.1%
151	1	< 0.1%
155	1	< 0.1%
157	1	< 0.1%
159	1	< 0.1%
161	1	< 0.1%
163	2	< 0.1%
169	3	< 0.1%
170	1	< 0.1%

Value	Count	Frequency (%)
9728	1	< 0.1%
9477	1	< 0.1%
9389	1	< 0.1%
9355	1	< 0.1%
9313	1	< 0.1%
9272	1	< 0.1%
9267	1	< 0.1%
9203	1	< 0.1%
9186	1	< 0.1%
9182	1	< 0.1%

generation nuclear
Real number (ℝ)

Distinct	2388
Distinct (%)	6.8%
Missing	17
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	6263.907

Minimum	0
Maximum	7117
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5017
Q1	5760
median	6566
Q3	7025
95-th percentile	7106
Maximum	7117
Range	7117
Interquartile range (IQR)	1265

Descriptive statistics

Standard deviation	839.66796
Coefficient of variation (CV)	0.1340486
Kurtosis	-0.50106527
Mean	6263.907
Median Absolute Deviation (MAD)	532
Skewness	-0.69168291
Sum	2.1953115 × 10⁸
Variance	705042.28
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7102	376	1.1%
7103	367	1.0%
7104	366	1.0%
7101	364	1.0%
7098	344	1.0%
7097	333	0.9%
7099	330	0.9%
7096	324	0.9%
7107	323	0.9%
7105	319	0.9%
Other values (2378)	31601	90.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
998	1	< 0.1%
3712	1	< 0.1%
3722	1	< 0.1%
3731	1	< 0.1%
3732	2	< 0.1%
3733	6	< 0.1%
3734	4	< 0.1%
3735	14	< 0.1%
3736	6	< 0.1%

Value	Count	Frequency (%)
7117	6	< 0.1%
7116	12	< 0.1%
7115	30	0.1%
7114	46	0.1%
7113	103	0.3%
7112	155	0.4%
7111	178	0.5%
7110	229	0.7%
7109	258	0.7%
7108	280	0.8%

generation other
Real number (ℝ)

HIGH CORRELATION

Distinct	103
Distinct (%)	0.3%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	60.228585

Minimum	0
Maximum	106
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	53
median	57
Q3	80
95-th percentile	90
Maximum	106
Range	106
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.238381
Coefficient of variation (CV)	0.33602617
Kurtosis	0.44309684
Mean	60.228585
Median Absolute Deviation (MAD)	6
Skewness	-0.50619579
Sum	2110771
Variance	409.59206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	2288	6.5%
56	2271	6.5%
55	2183	6.2%
58	2093	6.0%
54	1775	5.1%
59	1599	4.6%
53	1415	4.0%
52	1227	3.5%
60	1060	3.0%
87	936	2.7%
Other values (93)	18199	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
3	1	< 0.1%
4	4	< 0.1%
5	16	< 0.1%
6	57	0.2%
7	141	0.4%
8	91	0.3%
9	113	0.3%
10	152	0.4%
11	308	0.9%

Value	Count	Frequency (%)
106	1	< 0.1%
103	1	< 0.1%
102	2	< 0.1%
101	3	< 0.1%
100	22	0.1%
99	35	0.1%
98	42	0.1%
97	61	0.2%
96	104	0.3%
95	117	0.3%

generation other renewable
Real number (ℝ)

HIGH CORRELATION

Distinct	78
Distinct (%)	0.2%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	85.639702

Minimum	0
Maximum	119
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	63
Q1	73
median	88
Q3	97
95-th percentile	106
Maximum	119
Range	119
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	14.077554
Coefficient of variation (CV)	0.16438117
Kurtosis	-0.82664691
Mean	85.639702
Median Absolute Deviation (MAD)	11
Skewness	-0.21607268
Sum	3001329
Variance	198.17753
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	990	2.8%
92	981	2.8%
99	978	2.8%
93	961	2.7%
96	954	2.7%
95	946	2.7%
98	941	2.7%
91	915	2.6%
90	896	2.6%
97	891	2.5%
Other values (68)	25593	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
4	1	< 0.1%
14	1	< 0.1%
43	2	< 0.1%
45	1	< 0.1%
47	3	< 0.1%
48	4	< 0.1%
49	3	< 0.1%
50	12	< 0.1%
51	32	0.1%

Value	Count	Frequency (%)
119	2	< 0.1%
118	3	< 0.1%
117	8	< 0.1%
116	12	< 0.1%
115	31	0.1%
114	43	0.1%
113	77	0.2%
112	120	0.3%
111	157	0.4%
110	215	0.6%

generation solar
Real number (ℝ)

HIGH CORRELATION

Distinct	5331
Distinct (%)	15.2%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1432.6659

Minimum	0
Maximum	5792
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	71
median	616
Q3	2578
95-th percentile	4927.75
Maximum	5792
Range	5792
Interquartile range (IQR)	2507

Descriptive statistics

Standard deviation	1680.1199
Coefficient of variation (CV)	1.1727227
Kurtosis	-0.38778007
Mean	1432.6659
Median Absolute Deviation (MAD)	585
Skewness	1.0203875
Sum	50209210
Variance	2822802.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	258	0.7%
20	247	0.7%
23	236	0.7%
21	225	0.6%
27	224	0.6%
17	219	0.6%
18	209	0.6%
30	199	0.6%
15	196	0.6%
31	196	0.6%
Other values (5321)	32837	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
2	10	< 0.1%
3	30	0.1%
4	103	0.3%
5	51	0.1%
6	78	0.2%
7	50	0.1%
8	16	< 0.1%
9	69	0.2%
10	76	0.2%

Value	Count	Frequency (%)
5792	2	< 0.1%
5781	1	< 0.1%
5779	1	< 0.1%
5775	1	< 0.1%
5767	1	< 0.1%
5744	1	< 0.1%
5742	1	< 0.1%
5736	1	< 0.1%
5714	1	< 0.1%
5684	1	< 0.1%

generation waste
Real number (ℝ)

HIGH CORRELATION

Distinct	262
Distinct (%)	0.7%
Missing	19
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	269.45213

Minimum	0
Maximum	357
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	167
Q1	240
median	279
Q3	310
95-th percentile	331
Maximum	357
Range	357
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	50.195536
Coefficient of variation (CV)	0.18628739
Kurtosis	0.14136656
Mean	269.45213
Median Absolute Deviation (MAD)	33
Skewness	-0.84912856
Sum	9442950
Variance	2519.5918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
317	405	1.2%
312	398	1.1%
316	397	1.1%
319	391	1.1%
314	387	1.1%
315	384	1.1%
311	369	1.1%
313	367	1.0%
318	364	1.0%
320	358	1.0%
Other values (252)	31225	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
39	1	< 0.1%
84	1	< 0.1%
85	1	< 0.1%
86	2	< 0.1%
87	1	< 0.1%
88	1	< 0.1%
90	3	< 0.1%
92	2	< 0.1%
100	1	< 0.1%

Value	Count	Frequency (%)
357	1	< 0.1%
356	1	< 0.1%
355	5	< 0.1%
354	5	< 0.1%
353	5	< 0.1%
351	13	< 0.1%
350	21	0.1%
349	17	< 0.1%
348	24	0.1%
347	29	0.1%

generation wind onshore
Real number (ℝ)

HIGH CORRELATION

Distinct	11465
Distinct (%)	32.7%
Missing	18
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5464.4798

Minimum	0
Maximum	17436
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1350
Q1	2933
median	4849
Q3	7398
95-th percentile	11875.75
Maximum	17436
Range	17436
Interquartile range (IQR)	4465

Descriptive statistics

Standard deviation	3213.6916
Coefficient of variation (CV)	0.58810568
Kurtosis	0.057887674
Mean	5464.4798
Median Absolute Deviation (MAD)	2157
Skewness	0.78500755
Sum	1.9150816 × 10⁸
Variance	10327814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3932	15	< 0.1%
2845	15	< 0.1%
2422	14	< 0.1%
2590	14	< 0.1%
3488	13	< 0.1%
3209	13	< 0.1%
3973	12	< 0.1%
4171	12	< 0.1%
1610	12	< 0.1%
5293	12	< 0.1%
Other values (11455)	34914	99.6%
(Missing)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
234	1	< 0.1%
243	1	< 0.1%
251	1	< 0.1%
255	1	< 0.1%
259	1	< 0.1%
260	1	< 0.1%
265	1	< 0.1%
273	1	< 0.1%
279	1	< 0.1%

Value	Count	Frequency (%)
17436	1	< 0.1%
17344	1	< 0.1%
17321	1	< 0.1%
17287	1	< 0.1%
17256	1	< 0.1%
17125	1	< 0.1%
17077	1	< 0.1%
17021	1	< 0.1%
17007	1	< 0.1%
16936	1	< 0.1%

forecast solar day ahead
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5356
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1439.0667

Minimum	0
Maximum	5836
Zeros	539
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	69
median	576
Q3	2636
95-th percentile	4891.85
Maximum	5836
Range	5836
Interquartile range (IQR)	2567

Descriptive statistics

Standard deviation	1677.7034
Coefficient of variation (CV)	1.1658273
Kurtosis	-0.44085395
Mean	1439.0667
Median Absolute Deviation (MAD)	565
Skewness	0.99001776
Sum	50459436
Variance	2814688.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	555	1.6%
0	539	1.5%
11	508	1.4%
1	373	1.1%
12	358	1.0%
9	348	1.0%
2	295	0.8%
13	281	0.8%
8	238	0.7%
15	229	0.7%
Other values (5346)	31340	89.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	539	1.5%
1	373	1.1%
2	295	0.8%
3	223	0.6%
4	209	0.6%
5	188	0.5%
6	192	0.5%
7	195	0.6%
8	238	0.7%
9	348	1.0%

Value	Count	Frequency (%)
5836	1	< 0.1%
5826	1	< 0.1%
5802	1	< 0.1%
5801	1	< 0.1%
5796	1	< 0.1%
5791	1	< 0.1%
5765	1	< 0.1%
5754	1	< 0.1%
5752	1	< 0.1%
5750	1	< 0.1%

forecast wind onshore day ahead
Real number (ℝ)

HIGH CORRELATION

Distinct	11332
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5471.2167

Minimum	237
Maximum	17430
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	237
5-th percentile	1409.15
Q1	2979
median	4855
Q3	7353
95-th percentile	11811
Maximum	17430
Range	17193
Interquartile range (IQR)	4374

Descriptive statistics

Standard deviation	3176.3129
Coefficient of variation (CV)	0.58054964
Kurtosis	0.10195752
Mean	5471.2167
Median Absolute Deviation (MAD)	2101.5
Skewness	0.80041942
Sum	1.9184274 × 10⁸
Variance	10088963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2802	14	< 0.1%
3488	13	< 0.1%
3575	13	< 0.1%
3416	12	< 0.1%
3196	12	< 0.1%
2623	12	< 0.1%
2584	12	< 0.1%
2898	12	< 0.1%
3594	12	< 0.1%
4959	12	< 0.1%
Other values (11322)	34940	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
237	1	< 0.1%
250	1	< 0.1%
254	1	< 0.1%
265	1	< 0.1%
277	1	< 0.1%
278	2	< 0.1%
291	1	< 0.1%
296	1	< 0.1%
299	1	< 0.1%
300	1	< 0.1%

Value	Count	Frequency (%)
17430	1	< 0.1%
17385	1	< 0.1%
17280	1	< 0.1%
17229	1	< 0.1%
17211	1	< 0.1%
17197	1	< 0.1%
17071	1	< 0.1%
16996	1	< 0.1%
16916	1	< 0.1%
16873	2	< 0.1%

total load actual
Real number (ℝ)

HIGH CORRELATION

Distinct	15127
Distinct (%)	43.2%
Missing	36
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	28696.94

Minimum	18041
Maximum	41015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	18041
5-th percentile	21655
Q1	24807.75
median	28901
Q3	32192
95-th percentile	36081.65
Maximum	41015
Range	22974
Interquartile range (IQR)	7384.25

Descriptive statistics

Standard deviation	4574.988
Coefficient of variation (CV)	0.15942424
Kurtosis	-0.91509424
Mean	28696.94
Median Absolute Deviation (MAD)	3718.5
Skewness	0.061900904
Sum	1.0051964 × 10⁹
Variance	20930515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23665	12	< 0.1%
30960	10	< 0.1%
33176	10	< 0.1%
32023	10	< 0.1%
25043	9	< 0.1%
31653	9	< 0.1%
23000	9	< 0.1%
29537	9	< 0.1%
31385	9	< 0.1%
30948	9	< 0.1%
Other values (15117)	34932	99.6%
(Missing)	36	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18041	1	< 0.1%
18054	1	< 0.1%
18178	1	< 0.1%
18179	1	< 0.1%
18234	1	< 0.1%
18253	1	< 0.1%
18279	1	< 0.1%
18310	1	< 0.1%
18352	1	< 0.1%
18380	1	< 0.1%

Value	Count	Frequency (%)
41015	1	< 0.1%
40939	1	< 0.1%
40916	1	< 0.1%
40900	1	< 0.1%
40693	1	< 0.1%
40620	1	< 0.1%
40324	1	< 0.1%
40306	1	< 0.1%
40295	1	< 0.1%
40241	1	< 0.1%

price actual
Real number (ℝ)

HIGH CORRELATION

Distinct	6653
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.884023

Minimum	9.33
Maximum	116.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	9.33
5-th percentile	32.56
Q1	49.3475
median	58.02
Q3	68.01
95-th percentile	79.17
Maximum	116.8
Range	107.47
Interquartile range (IQR)	18.6625

Descriptive statistics

Standard deviation	14.204083
Coefficient of variation (CV)	0.24538867
Kurtosis	0.46956114
Mean	57.884023
Median Absolute Deviation (MAD)	9.35
Skewness	-0.32374929
Sum	2029645.4
Variance	201.75598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56.85	24	0.1%
55.91	22	0.1%
56.71	22	0.1%
52.35	21	0.1%
51.33	21	0.1%
58.75	21	0.1%
57.09	21	0.1%
57.64	21	0.1%
55.68	20	0.1%
55.23	20	0.1%
Other values (6643)	34851	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.33	1	< 0.1%
9.38	1	< 0.1%
9.69	1	< 0.1%
9.85	1	< 0.1%
10.07	1	< 0.1%
10.18	1	< 0.1%
10.66	1	< 0.1%
10.77	1	< 0.1%
11.04	1	< 0.1%
11.23	1	< 0.1%

Value	Count	Frequency (%)
116.8	1	< 0.1%
112.81	1	< 0.1%
112.71	1	< 0.1%
111.1	1	< 0.1%
110.86	1	< 0.1%
110.63	1	< 0.1%
110.35	1	< 0.1%
110.19	1	< 0.1%
110.16	2	< 0.1%
109.85	1	< 0.1%

hour
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.5

Minimum	0
Maximum	23
Zeros	1461
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	274.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.9222853
Coefficient of variation (CV)	0.60193785
Kurtosis	-1.2041745
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	403236
Variance	47.918033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
23	1461	4.2%
0	1461	4.2%
21	1461	4.2%
20	1461	4.2%
19	1461	4.2%
18	1461	4.2%
17	1461	4.2%
16	1461	4.2%
15	1461	4.2%
14	1461	4.2%
Other values (14)	20454	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1461	4.2%
1	1461	4.2%
2	1461	4.2%
3	1461	4.2%
4	1461	4.2%
5	1461	4.2%
6	1461	4.2%
7	1461	4.2%
8	1461	4.2%
9	1461	4.2%

Value	Count	Frequency (%)
23	1461	4.2%
22	1461	4.2%
21	1461	4.2%
20	1461	4.2%
19	1461	4.2%
18	1461	4.2%
17	1461	4.2%
16	1461	4.2%
15	1461	4.2%
14	1461	4.2%

Auto

Heatmap
Table

	forecast solar day ahead	forecast wind onshore day ahead	generation biomass	generation fossil brown coal/lignite	generation fossil gas	generation fossil hard coal	generation fossil oil	generation hydro pumped storage consumption	generation hydro run-of-river and poundage	generation hydro water reservoir	generation nuclear	generation other	generation other renewable	generation solar	generation waste	generation wind onshore	hour	price actual	time	total load actual
forecast solar day ahead	1.000	-0.183	-0.006	0.042	0.130	0.045	0.124	-0.340	0.072	0.203	-0.077	-0.007	0.048	0.978	0.004	-0.181	0.145	0.144	0.145	0.445
forecast wind onshore day ahead	-0.183	1.000	-0.072	-0.427	-0.471	-0.428	-0.050	0.348	0.217	-0.050	0.121	0.015	-0.120	-0.178	-0.132	0.994	0.084	-0.216	0.084	0.013
generation biomass	-0.006	-0.072	1.000	0.237	0.029	0.401	0.404	-0.028	-0.242	-0.028	-0.023	0.551	-0.528	0.018	-0.330	-0.069	0.021	0.122	0.021	0.093
generation fossil brown coal/lignite	0.042	-0.427	0.237	1.000	0.568	0.764	0.312	-0.353	-0.498	-0.171	-0.070	0.106	0.083	0.049	0.215	-0.425	0.057	0.367	0.057	0.290
generation fossil gas	0.130	-0.471	0.029	0.568	1.000	0.626	0.368	-0.599	-0.272	0.090	-0.163	-0.021	0.356	0.119	0.292	-0.473	0.193	0.516	0.193	0.552
generation fossil hard coal	0.045	-0.428	0.401	0.764	0.626	1.000	0.418	-0.420	-0.458	-0.105	-0.084	0.233	-0.022	0.056	0.109	-0.426	0.102	0.460	0.102	0.392
generation fossil oil	0.124	-0.050	0.404	0.312	0.368	0.418	1.000	-0.338	-0.074	0.177	-0.015	0.344	-0.087	0.133	-0.184	-0.047	0.157	0.268	0.157	0.516
generation hydro pumped storage consumption	-0.340	0.348	-0.028	-0.353	-0.599	-0.420	-0.338	1.000	0.035	-0.387	0.030	-0.005	-0.259	-0.322	-0.158	0.353	-0.346	-0.447	-0.346	-0.666
generation hydro run-of-river and poundage	0.072	0.217	-0.242	-0.498	-0.272	-0.458	-0.074	0.035	1.000	0.640	0.041	-0.053	0.052	0.055	-0.266	0.213	0.072	-0.087	0.072	0.144
generation hydro water reservoir	0.203	-0.050	-0.028	-0.171	0.090	-0.105	0.177	-0.387	0.640	1.000	0.025	0.137	-0.047	0.189	-0.269	-0.057	0.258	0.159	0.258	0.521
generation nuclear	-0.077	0.121	-0.023	-0.070	-0.163	-0.084	-0.015	0.030	0.041	0.025	1.000	0.038	-0.058	-0.066	0.042	0.123	-0.010	-0.098	-0.010	0.076
generation other	-0.007	0.015	0.551	0.106	-0.021	0.233	0.344	-0.005	-0.053	0.137	0.038	1.000	-0.390	0.003	-0.365	0.018	0.015	0.123	0.015	0.147
generation other renewable	0.048	-0.120	-0.528	0.083	0.356	-0.022	-0.087	-0.259	0.052	-0.047	-0.058	-0.390	1.000	0.024	0.597	-0.123	0.102	0.249	0.102	0.181
generation solar	0.978	-0.178	0.018	0.049	0.119	0.056	0.133	-0.322	0.055	0.189	-0.066	0.003	0.024	1.000	-0.018	-0.175	0.150	0.133	0.150	0.437
generation waste	0.004	-0.132	-0.330	0.215	0.292	0.109	-0.184	-0.158	-0.266	-0.269	0.042	-0.365	0.597	-0.018	1.000	-0.130	0.009	0.126	0.009	0.057
generation wind onshore	-0.181	0.994	-0.069	-0.425	-0.473	-0.426	-0.047	0.353	0.213	-0.057	0.123	0.018	-0.123	-0.175	-0.130	1.000	0.085	-0.219	0.085	0.013
hour	0.145	0.084	0.021	0.057	0.193	0.102	0.157	-0.346	0.072	0.258	-0.010	0.015	0.102	0.150	0.009	0.085	1.000	0.247	1.000	0.397
price actual	0.144	-0.216	0.122	0.367	0.516	0.460	0.268	-0.447	-0.087	0.159	-0.098	0.123	0.249	0.133	0.126	-0.219	0.247	1.000	0.247	0.436
time	0.145	0.084	0.021	0.057	0.193	0.102	0.157	-0.346	0.072	0.258	-0.010	0.015	0.102	0.150	0.009	0.085	1.000	0.247	1.000	0.397
total load actual	0.445	0.013	0.093	0.290	0.552	0.392	0.516	-0.666	0.144	0.521	0.076	0.147	0.181	0.437	0.057	0.013	0.397	0.436	0.397	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	date	time	generation biomass	generation fossil brown coal/lignite	generation fossil gas	generation fossil hard coal	generation fossil oil	generation hydro pumped storage consumption	generation hydro run-of-river and poundage	generation hydro water reservoir	generation nuclear	generation other	generation other renewable	generation solar	generation waste	generation wind onshore	forecast solar day ahead	forecast wind onshore day ahead	total load actual	price actual	hour
0	2014-12-31	23	447.0	329.0	4844.0	4821.0	162.0	863.0	1051.0	1899.0	7096.0	43.0	73.0	49.0	196.0	6378.0	17.0	6436.0	25385.0	65.41	23
1	2015-01-01	0	449.0	328.0	5196.0	4755.0	158.0	920.0	1009.0	1658.0	7096.0	43.0	71.0	50.0	195.0	5890.0	16.0	5856.0	24382.0	64.92	0
2	2015-01-01	1	448.0	323.0	4857.0	4581.0	157.0	1164.0	973.0	1371.0	7099.0	43.0	73.0	50.0	196.0	5461.0	8.0	5454.0	22734.0	64.48	1
3	2015-01-01	2	438.0	254.0	4314.0	4131.0	160.0	1503.0	949.0	779.0	7098.0	43.0	75.0	50.0	191.0	5238.0	2.0	5151.0	21286.0	59.32	2
4	2015-01-01	3	428.0	187.0	4130.0	3840.0	156.0	1826.0	953.0	720.0	7097.0	43.0	74.0	42.0	189.0	4935.0	9.0	4861.0	20264.0	56.04	3
5	2015-01-01	4	410.0	178.0	4038.0	3590.0	156.0	2109.0	952.0	743.0	7098.0	43.0	74.0	34.0	188.0	4618.0	4.0	4617.0	19905.0	53.63	4
6	2015-01-01	5	401.0	172.0	4040.0	3368.0	158.0	2108.0	961.0	848.0	7098.0	43.0	74.0	34.0	186.0	4397.0	3.0	4276.0	20010.0	51.73	5
7	2015-01-01	6	408.0	172.0	4030.0	3208.0	160.0	2031.0	983.0	1012.0	7099.0	43.0	72.0	35.0	189.0	3992.0	12.0	3994.0	20377.0	51.43	6
8	2015-01-01	7	413.0	177.0	4052.0	3335.0	161.0	2119.0	1001.0	1015.0	7098.0	43.0	73.0	54.0	198.0	3629.0	39.0	3602.0	20094.0	48.98	7
9	2015-01-01	8	419.0	177.0	4137.0	3437.0	163.0	2170.0	1041.0	1357.0	7097.0	43.0	74.0	743.0	198.0	3073.0	784.0	3212.0	20637.0	54.20	8

	date	time	generation biomass	generation fossil gas	generation fossil hard coal	generation fossil oil	generation hydro pumped storage consumption	generation hydro run-of-river and poundage	generation hydro water reservoir	generation nuclear	generation other	generation other renewable	generation solar	generation waste	generation wind onshore	forecast solar day ahead	forecast wind onshore day ahead	total load actual	price actual	hour
35054	2018-12-31	13	297.0	6062.0	2698.0	212.0	246.0	1053.0	2060.0	6070.0	60.0	94.0	3841.0	294.0	2289.0	3997.0	2084.0	27988.0	71.95	13
35055	2018-12-31	14	295.0	6128.0	2501.0	178.0	339.0	1052.0	1889.0	6072.0	60.0	92.0	3693.0	287.0	2233.0	3763.0	2101.0	27009.0	70.85	14
35056	2018-12-31	15	300.0	6379.0	2503.0	178.0	323.0	1048.0	2017.0	6072.0	61.0	96.0	2944.0	294.0	2267.0	2841.0	2283.0	26449.0	71.36	15
35057	2018-12-31	16	298.0	6892.0	2583.0	177.0	124.0	1088.0	2664.0	6072.0	61.0	95.0	1320.0	296.0	2550.0	1318.0	2607.0	26738.0	75.13	16
35058	2018-12-31	17	293.0	7593.0	2604.0	178.0	1.0	1131.0	4005.0	6072.0	61.0	92.0	266.0	289.0	2952.0	300.0	3028.0	29592.0	77.61	17
35059	2018-12-31	18	297.0	7634.0	2628.0	178.0	1.0	1135.0	4836.0	6073.0	63.0	95.0	85.0	277.0	3113.0	96.0	3253.0	30653.0	77.02	18
35060	2018-12-31	19	296.0	7241.0	2566.0	174.0	1.0	1172.0	3931.0	6074.0	62.0	95.0	33.0	280.0	3288.0	51.0	3353.0	29735.0	76.16	19
35061	2018-12-31	20	292.0	7025.0	2422.0	168.0	50.0	1148.0	2831.0	6076.0	61.0	94.0	31.0	286.0	3503.0	36.0	3404.0	28071.0	74.30	20
35062	2018-12-31	21	293.0	6562.0	2293.0	163.0	108.0	1128.0	2068.0	6075.0	61.0	93.0	31.0	287.0	3586.0	29.0	3273.0	25801.0	69.89	21
35063	2018-12-31	22	290.0	6926.0	2166.0	163.0	108.0	1069.0	1686.0	6075.0	61.0	92.0	31.0	287.0	3651.0	26.0	3117.0	24455.0	69.88	22

Overview

Variables

Interactions

Correlations

Missing values

Sample